Edinburgh Cancer Research, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK.
MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK.
Sci Rep. 2022 Aug 10;12(1):13609. doi: 10.1038/s41598-022-17887-5.
Colorectal cancer (CRC) is characterised by heritable risk that is not well understood. Heritable, genetic variation at 11q23.1 is associated with increased colorectal cancer (CRC) risk, demonstrating eQTL effects on 3 cis- and 23 trans-eQTL targets. We sought to determine the relationship between 11q23.1 cis- and trans-eQTL target expression and test for potential cell-specificity. scRNAseq from 32,361 healthy colonic epithelial cells was aggregated and subject to weighted gene co-expression network analysis (WGCNA). One module (blue) included 19 trans-eQTL targets and was correlated with POU2AF2 expression only. Following unsupervised clustering of single cells, the expression of 19 trans-eQTL targets was greatest and most variable in cluster number 11, which transcriptionally resembled tuft cells. 14 trans-eQTL targets were found to demarcate this cluster, 11 of which were corroborated in a second dataset. Intra-cluster WGCNA and module preservation analysis then identified twelve 11q23.1 trans-eQTL targets to comprise a network that was specific to cluster 11. Finally, linear modelling and differential abundance testing showed 11q23.1 trans-eQTL target expression was predictive of cluster 11 abundance. Our findings suggest 11q23.1 trans-eQTL targets comprise a POU2AF2-related network that is likely tuft cell-specific and reduced expression of these genes correlates with reduced tuft cell abundance in silico.
结直肠癌(CRC)的特征是遗传风险尚未得到充分了解。11q23.1 上具有遗传、可遗传的变异与结直肠癌(CRC)风险增加相关,证明了对 3 个顺式和 23 个反式 eQTL 靶标的 eQTL 效应。我们试图确定 11q23.1 顺式和反式 eQTL 靶标表达之间的关系,并检验潜在的细胞特异性。从 32361 个健康结肠上皮细胞中聚合 scRNAseq,并进行加权基因共表达网络分析(WGCNA)。一个模块(蓝色)包含 19 个反式 eQTL 靶标,仅与 POU2AF2 表达相关。在对单细胞进行无监督聚类后,第 11 个簇的 19 个反式 eQTL 靶标表达最高且最具可变性,该簇在转录上类似于微绒毛细胞。在第二个数据集发现 14 个反式 eQTL 靶标可以标记该簇,其中 11 个得到了验证。然后对簇内 WGCNA 和模块保存分析,确定了 12 个 11q23.1 反式 eQTL 靶标组成了一个特定于簇 11 的网络。最后,线性建模和差异丰度检验显示 11q23.1 反式 eQTL 靶标表达可预测簇 11 的丰度。我们的研究结果表明,11q23.1 反式 eQTL 靶标组成了一个可能与微绒毛细胞特异性相关的 POU2AF2 相关网络,这些基因的表达减少与微绒毛细胞丰度的减少在计算上相关。